Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "219"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 219 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 65 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 63 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 219, Node N18:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.203923 6.526176 61.662215 52.911587 19.112726 19.373263 -5.946870 1.945311 0.6689 0.7162 0.3390 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.950872 6.974951 49.490819 42.736482 5.907650 6.146781 -4.116949 -3.548999 0.6142 0.6630 0.4052 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.343816 6.886469 60.111254 51.976630 10.089003 10.431366 -8.424544 -6.325178 0.6102 0.6660 0.4127 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.817556 7.762708 43.709613 35.959410 27.171180 28.735850 -8.082959 -5.960792 0.6274 0.6460 0.3916 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.338815 6.822101 58.324264 49.622694 12.025408 13.772186 -1.989909 3.119667 0.6397 0.6758 0.4095 nan nan
2459874 RF_ok 100.00% 0.00% 0.00% 0.00% - - 14.831730 9.609611 30.411356 25.242947 16.360240 17.817369 -6.105741 -4.932942 0.6362 0.6564 0.3964 nan nan
2459873 RF_ok 100.00% 0.00% 0.00% 0.00% - - 11.079451 6.959957 41.306046 34.438039 6.534673 6.924714 -4.075275 -3.130332 0.6364 0.6491 0.3991 nan nan
2459872 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.761923 6.345507 54.591885 45.507823 18.170929 19.524715 -4.978920 -3.859054 0.6329 0.6525 0.4079 nan nan
2459871 RF_ok 100.00% 0.00% 0.00% 0.00% - - 8.103725 5.065051 55.508653 46.660014 16.385606 16.819436 -3.376214 -2.892995 0.6412 0.6568 0.4002 nan nan
2459870 RF_ok 100.00% 0.00% 0.00% 0.00% - - 13.050745 8.450827 40.310887 33.664810 9.966609 11.055008 -6.742874 -5.329131 0.6435 0.6612 0.4030 nan nan
2459869 RF_ok 100.00% 0.00% 0.00% 0.00% - - 11.083591 7.737288 39.232315 32.933830 14.585293 14.597242 0.741092 -0.061867 0.6446 0.6738 0.4057 nan nan
2459868 RF_ok 100.00% 0.00% 0.00% 0.00% - - 11.948755 7.858529 62.935582 53.055764 9.798520 10.598160 -7.608572 -6.004916 0.6304 0.6514 0.4165 nan nan
2459867 RF_ok 100.00% 0.00% 0.00% 0.00% - - 8.714526 5.418339 50.083193 41.834113 5.417749 6.326393 -5.237873 -4.145264 0.6462 0.6602 0.4156 nan nan
2459866 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.438582 5.940650 46.281449 38.477686 6.070751 6.657779 -3.213484 -2.836308 0.6461 0.6611 0.4097 nan nan
2459865 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.621525 5.822364 61.888793 51.276287 14.398347 13.834009 12.250620 8.192849 0.6560 0.6707 0.3980 nan nan
2459864 RF_ok 100.00% 0.00% 0.00% 0.00% - - 12.475831 7.516918 28.802899 23.724171 7.537041 8.182753 -8.096344 -5.430429 0.6421 0.6538 0.4345 nan nan
2459863 RF_ok 100.00% 0.00% 0.00% 0.00% - - 7.664803 4.480422 5.565933 3.773282 2.715642 1.938941 -4.570224 -3.585271 0.6408 0.6490 0.4189 nan nan
2459862 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.291552 6.153009 34.579628 28.363468 11.118674 11.813185 -3.477236 -2.655562 0.6106 0.6668 0.4408 nan nan
2459861 RF_ok 100.00% 0.00% 0.00% 0.00% - - 5.476994 3.147639 4.118572 2.249813 2.054450 -0.081081 -4.815160 -3.471002 0.6525 0.6553 0.4311 nan nan
2459860 RF_ok 100.00% 0.00% 0.00% 0.00% - - 6.859494 4.465136 26.082602 21.557155 13.452210 13.618225 -3.631071 -2.999348 0.6584 0.6553 0.4275 nan nan
2459859 RF_ok 100.00% 0.00% 0.00% 0.00% - - 4.938651 2.561514 4.136060 2.272201 1.828673 -0.206677 -3.233851 -2.622238 0.6647 0.6623 0.4222 nan nan
2459858 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.251480 2.956745 3.956399 2.084045 1.814672 -0.399586 -5.000813 -3.328609 0.6740 0.6662 0.4362 2.735822 2.626734
2459857 RF_ok 100.00% 0.00% 0.00% 0.00% - - 17.841030 19.592195 23.275188 21.389903 9.303221 61.041239 -12.331808 -3.259290 0.6686 0.6770 0.4138 nan nan
2459856 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.966129 5.507774 23.734969 19.602924 5.960178 6.711065 -5.021549 -3.955191 0.6614 0.6817 0.4229 2.409026 2.540575
2459855 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.843353 7.783980 27.028035 22.532406 2.339865 2.529316 -3.334054 -2.674448 0.6431 0.7017 0.4560 2.198351 2.319963
2459854 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.983504 8.656135 22.305545 18.769652 3.354589 2.815017 -3.691416 -2.422808 0.6606 0.7329 0.4681 2.311460 2.471425
2459853 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.853262 4.961231 28.290271 23.585569 6.430560 6.121566 -5.802598 -4.362911 0.6894 0.6708 0.4446 2.520580 2.583066
2459852 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459851 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.457666 4.922959 26.813624 21.953886 9.350214 13.143319 -2.092035 8.224328 0.6918 0.7391 0.3730 2.401472 2.622412
2459849 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.697961 6.697847 51.926400 43.216208 6.286845 6.556490 -5.211581 -2.989075 0.6895 0.7312 0.3795 2.869672 3.054605
2459848 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.429376 6.866709 37.715608 31.289200 12.876949 13.432728 -4.596992 -3.237396 0.6638 0.7333 0.4025 2.486271 2.731576
2459847 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459841 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 219: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_maintenance ee Power 61.662215 6.526176 9.203923 52.911587 61.662215 19.373263 19.112726 1.945311 -5.946870

Antenna 219: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_maintenance ee Power 49.490819 6.974951 9.950872 42.736482 49.490819 6.146781 5.907650 -3.548999 -4.116949

Antenna 219: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 219: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_maintenance ee Power 60.111254 6.886469 9.343816 51.976630 60.111254 10.431366 10.089003 -6.325178 -8.424544

Antenna 219: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_maintenance ee Power 43.709613 9.817556 7.762708 43.709613 35.959410 27.171180 28.735850 -8.082959 -5.960792

Antenna 219: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_maintenance ee Power 58.324264 10.338815 6.822101 58.324264 49.622694 12.025408 13.772186 -1.989909 3.119667

Antenna 219: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 30.411356 14.831730 9.609611 30.411356 25.242947 16.360240 17.817369 -6.105741 -4.932942

Antenna 219: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 41.306046 11.079451 6.959957 41.306046 34.438039 6.534673 6.924714 -4.075275 -3.130332

Antenna 219: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 54.591885 6.345507 9.761923 45.507823 54.591885 19.524715 18.170929 -3.859054 -4.978920

Antenna 219: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 55.508653 5.065051 8.103725 46.660014 55.508653 16.819436 16.385606 -2.892995 -3.376214

Antenna 219: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 40.310887 13.050745 8.450827 40.310887 33.664810 9.966609 11.055008 -6.742874 -5.329131

Antenna 219: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 39.232315 11.083591 7.737288 39.232315 32.933830 14.585293 14.597242 0.741092 -0.061867

Antenna 219: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 62.935582 11.948755 7.858529 62.935582 53.055764 9.798520 10.598160 -7.608572 -6.004916

Antenna 219: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 50.083193 8.714526 5.418339 50.083193 41.834113 5.417749 6.326393 -5.237873 -4.145264

Antenna 219: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 46.281449 5.940650 9.438582 38.477686 46.281449 6.657779 6.070751 -2.836308 -3.213484

Antenna 219: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 61.888793 9.621525 5.822364 61.888793 51.276287 14.398347 13.834009 12.250620 8.192849

Antenna 219: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 28.802899 7.516918 12.475831 23.724171 28.802899 8.182753 7.537041 -5.430429 -8.096344

Antenna 219: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape 7.664803 7.664803 4.480422 5.565933 3.773282 2.715642 1.938941 -4.570224 -3.585271

Antenna 219: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 34.579628 9.291552 6.153009 34.579628 28.363468 11.118674 11.813185 -3.477236 -2.655562

Antenna 219: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape 5.476994 3.147639 5.476994 2.249813 4.118572 -0.081081 2.054450 -3.471002 -4.815160

Antenna 219: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 26.082602 6.859494 4.465136 26.082602 21.557155 13.452210 13.618225 -3.631071 -2.999348

Antenna 219: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape 4.938651 4.938651 2.561514 4.136060 2.272201 1.828673 -0.206677 -3.233851 -2.622238

Antenna 219: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape 5.251480 2.956745 5.251480 2.084045 3.956399 -0.399586 1.814672 -3.328609 -5.000813

Antenna 219: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok nn Temporal Variability 61.041239 19.592195 17.841030 21.389903 23.275188 61.041239 9.303221 -3.259290 -12.331808

Antenna 219: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 23.734969 8.966129 5.507774 23.734969 19.602924 5.960178 6.711065 -5.021549 -3.955191

Antenna 219: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 27.028035 7.783980 10.843353 22.532406 27.028035 2.529316 2.339865 -2.674448 -3.334054

Antenna 219: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 22.305545 8.656135 10.983504 18.769652 22.305545 2.815017 3.354589 -2.422808 -3.691416

Antenna 219: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 28.290271 4.961231 7.853262 23.585569 28.290271 6.121566 6.430560 -4.362911 -5.802598

Antenna 219: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 219: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 219: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 26.813624 8.457666 4.922959 26.813624 21.953886 9.350214 13.143319 -2.092035 8.224328

Antenna 219: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 51.926400 9.697961 6.697847 51.926400 43.216208 6.286845 6.556490 -5.211581 -2.989075

Antenna 219: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Power 37.715608 6.866709 9.429376 31.289200 37.715608 13.432728 12.876949 -3.237396 -4.596992

Antenna 219: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
219 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 219: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
219 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
In [ ]: